Overview
Brought to you by YData
Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 1.000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 93.9 KiB |
| Average record size in memory | 96.1 B |
Variable types
| Categorical | 6 |
|---|---|
| Numeric | 6 |
address is highly overall correlated with age and 1 other fields | High correlation |
age is highly overall correlated with address and 2 other fields | High correlation |
employ is highly overall correlated with age and 2 other fields | High correlation |
income is highly overall correlated with employ | High correlation |
marital is highly overall correlated with reside | High correlation |
reside is highly overall correlated with marital | High correlation |
retire is highly overall correlated with age | High correlation |
tenure is highly overall correlated with address and 1 other fields | High correlation |
retire is highly imbalanced (72.6%) | Imbalance |
address has 56 (5.6%) zeros | Zeros |
employ has 106 (10.6%) zeros | Zeros |
Reproduction
| Analysis started | 2024-11-27 13:18:55.040665 |
|---|---|
| Analysis finished | 2024-11-27 13:18:58.543282 |
| Duration | 3.5 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Variables
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 344 | |
| 2 | 334 | |
| 1 | 322 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 344 | |
| 2 | 334 | |
| 1 | 322 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 344 | |
| 2 | 334 | |
| 1 | 322 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 344 | |
| 2 | 334 | |
| 1 | 322 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 344 | |
| 2 | 334 | |
| 1 | 322 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 344 | |
| 2 | 334 | |
| 1 | 322 |
tenure
Real number (ℝ)
High correlation
| Distinct | 72 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.526 |
| Minimum | 1 |
|---|---|
| Maximum | 72 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 17 |
| median | 34 |
| Q3 | 54 |
| 95-th percentile | 70 |
| Maximum | 72 |
| Range | 71 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 21.359812 |
|---|---|
| Coefficient of variation (CV) | 0.60124449 |
| Kurtosis | -1.228352 |
| Mean | 35.526 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | 0.11185995 |
| Sum | 35526 |
| Variance | 456.24157 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 72 | 31 | 3.1% |
| 24 | 20 | 2.0% |
| 48 | 20 | 2.0% |
| 3 | 20 | 2.0% |
| 13 | 19 | 1.9% |
| 4 | 19 | 1.9% |
| 20 | 19 | 1.9% |
| 5 | 19 | 1.9% |
| 22 | 19 | 1.9% |
| 16 | 19 | 1.9% |
| Other values (62) | 795 |
| Value | Count | Frequency (%) |
| 1 | 13 | |
| 2 | 7 | 0.7% |
| 3 | 20 | |
| 4 | 19 | |
| 5 | 19 | |
| 6 | 15 | |
| 7 | 18 | |
| 8 | 14 | |
| 9 | 15 | |
| 10 | 18 |
| Value | Count | Frequency (%) |
| 72 | 31 | |
| 71 | 17 | |
| 70 | 11 | 1.1% |
| 69 | 14 | |
| 68 | 9 | 0.9% |
| 67 | 16 | |
| 66 | 8 | 0.8% |
| 65 | 17 | |
| 64 | 11 | 1.1% |
| 63 | 6 | 0.6% |
age
Real number (ℝ)
High correlation
| Distinct | 60 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.684 |
| Minimum | 18 |
|---|---|
| Maximum | 77 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 32 |
| median | 40 |
| Q3 | 51 |
| 95-th percentile | 64 |
| Maximum | 77 |
| Range | 59 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 12.558816 |
|---|---|
| Coefficient of variation (CV) | 0.30128626 |
| Kurtosis | -0.60416361 |
| Mean | 41.684 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.35666365 |
| Sum | 41684 |
| Variance | 157.72387 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 33 | 39 | 3.9% |
| 39 | 35 | 3.5% |
| 35 | 34 | 3.4% |
| 31 | 32 | 3.2% |
| 34 | 32 | 3.2% |
| 37 | 31 | 3.1% |
| 40 | 28 | 2.8% |
| 42 | 28 | 2.8% |
| 30 | 26 | 2.6% |
| 52 | 25 | 2.5% |
| Other values (50) | 690 |
| Value | Count | Frequency (%) |
| 18 | 1 | 0.1% |
| 19 | 4 | 0.4% |
| 20 | 10 | |
| 21 | 8 | 0.8% |
| 22 | 15 | |
| 23 | 16 | |
| 24 | 20 | |
| 25 | 23 | |
| 26 | 21 | |
| 27 | 24 |
| Value | Count | Frequency (%) |
| 77 | 1 | 0.1% |
| 76 | 3 | |
| 75 | 2 | 0.2% |
| 74 | 1 | 0.1% |
| 73 | 1 | 0.1% |
| 72 | 1 | 0.1% |
| 71 | 1 | 0.1% |
| 70 | 3 | |
| 69 | 6 | |
| 68 | 6 |
marital
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 505 | |
| 1 | 495 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 505 | |
| 1 | 495 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 505 | |
| 1 | 495 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 505 | |
| 1 | 495 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 505 | |
| 1 | 495 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 505 | |
| 1 | 495 |
address
Real number (ℝ)
High correlation Zeros
| Distinct | 50 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.551 |
| Minimum | 0 |
|---|---|
| Maximum | 55 |
| Zeros | 56 |
| Zeros (%) | 5.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 9 |
| Q3 | 18 |
| 95-th percentile | 31 |
| Maximum | 55 |
| Range | 55 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 10.086681 |
|---|---|
| Coefficient of variation (CV) | 0.87323014 |
| Kurtosis | 0.85972949 |
| Mean | 11.551 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 1.106246 |
| Sum | 11551 |
| Variance | 101.74114 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 68 | 6.8% |
| 2 | 66 | 6.6% |
| 4 | 61 | 6.1% |
| 3 | 61 | 6.1% |
| 0 | 56 | 5.6% |
| 7 | 53 | 5.3% |
| 5 | 50 | 5.0% |
| 9 | 41 | 4.1% |
| 8 | 39 | 3.9% |
| 10 | 38 | 3.8% |
| Other values (40) | 467 |
| Value | Count | Frequency (%) |
| 0 | 56 | |
| 1 | 68 | |
| 2 | 66 | |
| 3 | 61 | |
| 4 | 61 | |
| 5 | 50 | |
| 6 | 36 | |
| 7 | 53 | |
| 8 | 39 | |
| 9 | 41 |
| Value | Count | Frequency (%) |
| 55 | 1 | 0.1% |
| 49 | 1 | 0.1% |
| 48 | 1 | 0.1% |
| 46 | 1 | 0.1% |
| 45 | 1 | 0.1% |
| 44 | 3 | |
| 43 | 3 | |
| 42 | 1 | 0.1% |
| 41 | 1 | 0.1% |
| 40 | 3 |
income
Real number (ℝ)
High correlation
| Distinct | 218 |
|---|---|
| Distinct (%) | 21.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77.535 |
| Minimum | 9 |
|---|---|
| Maximum | 1668 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 29 |
| median | 47 |
| Q3 | 83 |
| 95-th percentile | 232.25 |
| Maximum | 1668 |
| Range | 1659 |
| Interquartile range (IQR) | 54 |
Descriptive statistics
| Standard deviation | 107.04416 |
|---|---|
| Coefficient of variation (CV) | 1.3805915 |
| Kurtosis | 69.697327 |
| Mean | 77.535 |
| Median Absolute Deviation (MAD) | 21.5 |
| Skewness | 6.6432718 |
| Sum | 77535 |
| Variance | 11458.453 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25 | 24 | 2.4% |
| 26 | 22 | 2.2% |
| 41 | 22 | 2.2% |
| 33 | 20 | 2.0% |
| 46 | 19 | 1.9% |
| 22 | 18 | 1.8% |
| 31 | 18 | 1.8% |
| 21 | 18 | 1.8% |
| 34 | 17 | 1.7% |
| 28 | 17 | 1.7% |
| Other values (208) | 805 |
| Value | Count | Frequency (%) |
| 9 | 7 | |
| 10 | 3 | 0.3% |
| 11 | 2 | 0.2% |
| 12 | 3 | 0.3% |
| 13 | 2 | 0.2% |
| 14 | 7 | |
| 15 | 8 | |
| 16 | 4 | 0.4% |
| 17 | 13 | |
| 18 | 15 |
| Value | Count | Frequency (%) |
| 1668 | 1 | |
| 1131 | 1 | |
| 944 | 1 | |
| 928 | 1 | |
| 732 | 1 | |
| 674 | 1 | |
| 608 | 1 | |
| 591 | 1 | |
| 587 | 1 | |
| 508 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 5 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 287 | |
| 4 | 234 | |
| 3 | 209 | |
| 1 | 204 | |
| 5 | 66 | 6.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 287 | |
| 4 | 234 | |
| 3 | 209 | |
| 1 | 204 | |
| 5 | 66 | 6.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 287 | |
| 4 | 234 | |
| 3 | 209 | |
| 1 | 204 | |
| 5 | 66 | 6.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 287 | |
| 4 | 234 | |
| 3 | 209 | |
| 1 | 204 | |
| 5 | 66 | 6.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 287 | |
| 4 | 234 | |
| 3 | 209 | |
| 1 | 204 | |
| 5 | 66 | 6.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 287 | |
| 4 | 234 | |
| 3 | 209 | |
| 1 | 204 | |
| 5 | 66 | 6.6% |
employ
Real number (ℝ)
High correlation Zeros
| Distinct | 46 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.987 |
| Minimum | 0 |
|---|---|
| Maximum | 47 |
| Zeros | 106 |
| Zeros (%) | 10.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 8 |
| Q3 | 17 |
| 95-th percentile | 31 |
| Maximum | 47 |
| Range | 47 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 10.082087 |
|---|---|
| Coefficient of variation (CV) | 0.91763785 |
| Kurtosis | 0.53089069 |
| Mean | 10.987 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 1.0610487 |
| Sum | 10987 |
| Variance | 101.64848 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) |
| 0 | 106 | 10.6% |
| 1 | 66 | 6.6% |
| 2 | 59 | 5.9% |
| 5 | 54 | 5.4% |
| 4 | 52 | 5.2% |
| 3 | 50 | 5.0% |
| 7 | 48 | 4.8% |
| 6 | 44 | 4.4% |
| 9 | 39 | 3.9% |
| 8 | 38 | 3.8% |
| Other values (36) | 444 |
| Value | Count | Frequency (%) |
| 0 | 106 | |
| 1 | 66 | |
| 2 | 59 | |
| 3 | 50 | |
| 4 | 52 | |
| 5 | 54 | |
| 6 | 44 | |
| 7 | 48 | |
| 8 | 38 | 3.8% |
| 9 | 39 | 3.9% |
| Value | Count | Frequency (%) |
| 47 | 1 | 0.1% |
| 45 | 2 | 0.2% |
| 44 | 2 | 0.2% |
| 43 | 3 | |
| 41 | 2 | 0.2% |
| 40 | 3 | |
| 39 | 3 | |
| 38 | 1 | 0.1% |
| 37 | 5 | |
| 36 | 4 |
retire
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 0.0 | |
|---|---|
| 1.0 | 47 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 953 | |
| 1.0 | 47 | 4.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 953 | |
| 1.0 | 47 | 4.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1953 | |
| . | 1000 | |
| 1 | 47 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1953 | |
| . | 1000 | |
| 1 | 47 | 1.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1953 | |
| . | 1000 | |
| 1 | 47 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1953 | |
| . | 1000 | |
| 1 | 47 | 1.6% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 517 | |
| 0 | 483 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 517 | |
| 0 | 483 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 517 | |
| 0 | 483 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 517 | |
| 0 | 483 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 517 | |
| 0 | 483 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 517 | |
| 0 | 483 |
reside
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.331 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.4357926 |
|---|---|
| Coefficient of variation (CV) | 0.61595566 |
| Kurtosis | 0.4044744 |
| Mean | 2.331 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0334458 |
| Sum | 2331 |
| Variance | 2.0615005 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 1 | 375 | |
| 2 | 272 | |
| 3 | 138 | 13.8% |
| 4 | 120 | 12.0% |
| 5 | 60 | 6.0% |
| 6 | 29 | 2.9% |
| 7 | 4 | 0.4% |
| 8 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 375 | |
| 2 | 272 | |
| 3 | 138 | 13.8% |
| 4 | 120 | 12.0% |
| 5 | 60 | 6.0% |
| 6 | 29 | 2.9% |
| 7 | 4 | 0.4% |
| 8 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 8 | 2 | 0.2% |
| 7 | 4 | 0.4% |
| 6 | 29 | 2.9% |
| 5 | 60 | 6.0% |
| 4 | 120 | 12.0% |
| 3 | 138 | 13.8% |
| 2 | 272 | |
| 1 | 375 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 4 |
| 3rd row | 3 |
| 4th row | 1 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 281 | |
| 1 | 266 | |
| 4 | 236 | |
| 2 | 217 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 281 | |
| 1 | 266 | |
| 4 | 236 | |
| 2 | 217 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 281 | |
| 1 | 266 | |
| 4 | 236 | |
| 2 | 217 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 281 | |
| 1 | 266 | |
| 4 | 236 | |
| 2 | 217 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 281 | |
| 1 | 266 | |
| 4 | 236 | |
| 2 | 217 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 281 | |
| 1 | 266 | |
| 4 | 236 | |
| 2 | 217 |
Interactions
Correlations
| address | age | custcat | ed | employ | gender | income | marital | region | reside | retire | tenure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| address | 1.000 | 0.637 | 0.080 | 0.066 | 0.435 | 0.000 | 0.299 | 0.000 | 0.000 | -0.186 | 0.382 | 0.503 |
| age | 0.637 | 1.000 | 0.068 | 0.100 | 0.664 | 0.104 | 0.439 | 0.076 | 0.000 | -0.234 | 0.641 | 0.490 |
| custcat | 0.080 | 0.068 | 1.000 | 0.223 | 0.114 | 0.000 | 0.056 | 0.086 | 0.000 | 0.052 | 0.077 | 0.193 |
| ed | 0.066 | 0.100 | 0.223 | 1.000 | 0.102 | 0.026 | 0.000 | 0.000 | 0.080 | 0.000 | 0.109 | 0.049 |
| employ | 0.435 | 0.664 | 0.114 | 0.102 | 1.000 | 0.098 | 0.637 | 0.056 | 0.000 | -0.121 | 0.341 | 0.513 |
| gender | 0.000 | 0.104 | 0.000 | 0.026 | 0.098 | 1.000 | 0.000 | 0.000 | 0.024 | 0.000 | 0.038 | 0.000 |
| income | 0.299 | 0.439 | 0.056 | 0.000 | 0.637 | 0.000 | 1.000 | 0.014 | 0.000 | -0.090 | 0.000 | 0.341 |
| marital | 0.000 | 0.076 | 0.086 | 0.000 | 0.056 | 0.000 | 0.014 | 1.000 | 0.081 | 0.774 | 0.066 | 0.180 |
| region | 0.000 | 0.000 | 0.000 | 0.080 | 0.000 | 0.024 | 0.000 | 0.081 | 1.000 | 0.000 | 0.000 | 0.000 |
| reside | -0.186 | -0.234 | 0.052 | 0.000 | -0.121 | 0.000 | -0.090 | 0.774 | 0.000 | 1.000 | 0.125 | -0.001 |
| retire | 0.382 | 0.641 | 0.077 | 0.109 | 0.341 | 0.038 | 0.000 | 0.066 | 0.000 | 0.125 | 1.000 | 0.193 |
| tenure | 0.503 | 0.490 | 0.193 | 0.049 | 0.513 | 0.000 | 0.341 | 0.180 | 0.000 | -0.001 | 0.193 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| region | tenure | age | marital | address | income | ed | employ | retire | gender | reside | custcat | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 | 13 | 44 | 1 | 9 | 64.0 | 4 | 5 | 0.0 | 0 | 2 | 1 |
| 1 | 3 | 11 | 33 | 1 | 7 | 136.0 | 5 | 5 | 0.0 | 0 | 6 | 4 |
| 2 | 3 | 68 | 52 | 1 | 24 | 116.0 | 1 | 29 | 0.0 | 1 | 2 | 3 |
| 3 | 2 | 33 | 33 | 0 | 12 | 33.0 | 2 | 0 | 0.0 | 1 | 1 | 1 |
| 4 | 2 | 23 | 30 | 1 | 9 | 30.0 | 1 | 2 | 0.0 | 0 | 4 | 3 |
| 5 | 2 | 41 | 39 | 0 | 17 | 78.0 | 2 | 16 | 0.0 | 1 | 1 | 3 |
| 6 | 3 | 45 | 22 | 1 | 2 | 19.0 | 2 | 4 | 0.0 | 1 | 5 | 2 |
| 7 | 2 | 38 | 35 | 0 | 5 | 76.0 | 2 | 10 | 0.0 | 0 | 3 | 4 |
| 8 | 3 | 45 | 59 | 1 | 7 | 166.0 | 4 | 31 | 0.0 | 0 | 5 | 3 |
| 9 | 1 | 68 | 41 | 1 | 21 | 72.0 | 1 | 22 | 0.0 | 0 | 3 | 2 |
| region | tenure | age | marital | address | income | ed | employ | retire | gender | reside | custcat | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 1 | 50 | 43 | 0 | 6 | 27.0 | 3 | 4 | 0.0 | 0 | 1 | 3 |
| 991 | 2 | 61 | 50 | 1 | 16 | 190.0 | 2 | 22 | 0.0 | 1 | 2 | 2 |
| 992 | 1 | 34 | 52 | 1 | 2 | 106.0 | 2 | 19 | 0.0 | 0 | 2 | 3 |
| 993 | 3 | 26 | 54 | 1 | 30 | 26.0 | 3 | 1 | 0.0 | 1 | 2 | 4 |
| 994 | 1 | 15 | 46 | 1 | 17 | 63.0 | 5 | 1 | 0.0 | 0 | 2 | 4 |
| 995 | 3 | 10 | 39 | 0 | 0 | 27.0 | 3 | 0 | 0.0 | 1 | 3 | 1 |
| 996 | 1 | 7 | 34 | 0 | 2 | 22.0 | 5 | 5 | 0.0 | 1 | 1 | 1 |
| 997 | 3 | 67 | 59 | 0 | 40 | 944.0 | 5 | 33 | 0.0 | 1 | 1 | 4 |
| 998 | 3 | 70 | 49 | 0 | 18 | 87.0 | 2 | 22 | 0.0 | 1 | 1 | 3 |
| 999 | 3 | 50 | 36 | 1 | 7 | 39.0 | 3 | 3 | 0.0 | 1 | 3 | 2 |